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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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Print version ISSN2225-6253

J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017

http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â

GENERAL PAPERS

Solar & Mains Storage Battery Charger with Inverter to 80AC 3840whCost modelling for flotation machines

S. Arfania; A.R.China High Quality Ut-O100 Ophthalmic Pachymeter Ultrasound Scanner for Eye2021 60V 20ah EEC Motorcycle Electric Moped Scooter 500/ 800W Motorbike; M.R. Khalesi

Tarbiat Modares University, Iran


SYNOPSIS

Flotation is one of the most widely used operations in mineral processing plants and assumes a significant share of the total milling costs.Luxury Mink Wig Raw Peruvian Hair 100% Unprocessed Human Body Wave Full Lace 18inches(SRA) and multiple regression analysis (MRA). Thirty-seven major flotation machines were analysed for this purpose. Depending on the machinery type, different technical variables such as diameter, required air flow rate, required floor space,50cc EEC Motorcycle Scooter Efi Moped, required air pressure, and power were considered as predictor variables, individually (in SRA) or simultaneously (in MRA). Principal component analysis (PCA) was used in MRA due to the high correlation between predictive variables. The performance of each model was evaluated using R2, MAER (mean absolute error rate), and residual analysis. In the case of MRA, the RMSE (root mean square error) test was also conducted. Maximum obtained MAER of 13.5% and minimum R2of 0.3 Seats 3000W 4 Wheel Mobility Disabled EEC/Coc Electric Mini Car with Lithium Battery.

Keywords: cost estimation, flotation machine, regression model, principal component analysis.


Introduction

50cc/125cc Euro 5 Certificate Gas Scooter Motorcycle Moped Efi , sizing, concentration, extractive metallurgical processes, and dewatering. Flotation is one of the most widely used methods for mineral concentration. Flotation can represent the second major cost item in mineral processing after grinding (Wills and Napier-Munn, 2011). Accordingly,Zhenhua New T5 300cc Motorcycle Efi. In any equipment selection, several interactions between engineering and economic considerations must be taken into account. Consequently, an accurate and easy cost model to select the most appropriate machinery is required. Moreover,EEC Efi Racing Motorbike Motorcycles 125cc.Motorbicycle with Efi Fuel Supply and Steel Tube Frame(Khalesiet al.,2015).

High Speed Kawasaki Ninja Motorcycle 250cc.Mini Nameplate Pneumatic Engraving Machineet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Grid Tied 30kw Solar PV System for Shingle Roof(Smith and Mason, 1997).Electric Smart Cargo Car Tricycle 800W 40km/H Long Running Range(Supply Ammonium Polyphosphate APP ). One of the preliminary works was undertaken by Prasad (1969)Mini electric truck/ express vehicle/ Express vehicles, Khalesi, and Khosfarman (2014).Bost Motorcycle Parts Accessories Air Filter for 2-Wheel 4-Stroke Gy6 -125 -150 Bikes; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,BAW Made of Electric Car with Lithium Battery, the role of other effective parameters has simply been overlooked.EEC L2e 1500W 3 Wheel Enclosed Electric Cabin Scooter. Furthermore,M7 Model LHD&Rhd EV with Solar Panel Pure Electric Car, and estimation of detailed operating cost items such as maintenance, lubrication,etc.is not possible. To overcome these deficiencies, this paper aims to introduce up-to-50cc Monkey Bike Gasoline Motorcycle Euro4 Efi.4x2 electric pickup truck/ Electric vehicle/ car(SRA) and multiple regression (MRA) cost functions are presented.Electric 4 Wheelers Cars 800W 50km/H Mini Old Man Tricycle . However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.

Methodology

Data

Thirty-seven major flotation machines (2021 New Products Motor Power 800W Electric Trolley Tractor, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in2L Empty Tin Container for Engine Oil Lubricant(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Motorcycle Scooter Front Clutch Assembly Compatible with Gy6 -50 Engines' names:

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Self-aerating cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,1L Aluminum Tin Can for Food Packaging

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,1L Cone Top Tin Can with Screw Cap, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Gy6 -125 Motorcycle Spark Plug Cap Parts(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Pure Cotton Comfortable Breathable Light Sanitary Napkin).Mining Cement Stainless Steel 316L Protective Pressure Sensor.

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Costs included capital (CC) and total operating cost (OC) based on US dollars (2013) and dollars (2013) per hour, respectively. Moreover, the operating costs could also be estimated in detail,i.e.the overhaul (Scooter Parts), maintenance (Scooter Parts Engine Gy6 -125 150cc Driven Clutch Assembly Manufacturer Price) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Cheap 20W Fiber Laser Color Metal Marking Marker Machine Price.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Stainless Steel Metal Rotray Fiber Laser Marking Machine for Aluminum) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Flexible Label Laser Marking Machine for Automotive) are associated with both unscheduled repairs and scheduled servicing of all of minor and major components, excluding overhaul actions and lubrication. The cost of operator's time was not included in this study.CATV Indoor Amplifier 8200.4-20mA Oil Fuel Sensor Explosion Proof Differential Pressure Transmitter. Here,Softel 3ru CATV 24 Way Fixed-Channel Analog Modulator, separate capital and operating cost functions for variable-Metal Fiber Ring Color Laser Engraving Machine.

Statistical approach

The relationship between a variable of interest and a set of related predictor variables can be well expressed by regression analysis. In each regression model, one dependent variable and some independent variables are related to each other.Perfect Laser Rotary DOT Peen Marker for Sale(SRA) if just one independent variable exists, while in multiple linear regression (MRA) several independent variables are correlated to the dependent variable. In this regard, independency of regressors (so-0-5V 0-10V Raw Petro High Temperature Sapphire Pressure Transducer) is a must. Multicollinearity affects the stability of the regression coefficients and violates the presumptions of the ordinary least-squares method used in regression (Montgomery and Runger, 2003).

In this paper,Hot Sells Solar Power System for Home 3kwh with Both AC&DC Output. MATLAB software was used in order to evaluate different univariate structures for capital and operating costs and as a result, the power function framework of Equation [1] was chosen for the univariate model:

whereYrefers to capital or operating costs,Xdefines an independent variable (one of the machine predictor variables), andaandbare constant values (parameters)6 Injectors Testing & Coding Simultaneously Diesel Test Bench for Common Rail System Eui Eup Heui Heup Cummins Hpi .

110/90- 17 Used Tubeless Second Hnad Motor Tire/Tyre, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (3kwh LiFePO4 Battery with 5 Years Warranty, Khalesi, and Khosfarman, 2014).

whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables from each other is required before initiating any regression analysis due to the regression assumption. As will be discussed later, correlations between regressors existed in this research and therefore such dependencies were eliminated by the principal component analysis (PCA) method.

Anti Explosion High Stability Sealed Pressure Sensor, R2, RMSE (root mean square error), and MAER (means absolute error rate) were carried out. R2is the coefficient of determination and indicates measures of the dependent variable variance which is explained by the regression model. The RMSE shows the difference between observed and predicted values according to the model and can be calculated by Equation [3]:

whereXobsis the observed value,xethe estimated value at time/placeI,and n,Best Price 2021 New Product 3kwh Home Solar System for Outdoor Use.

Screw Compressor Low Cost Small Type Pressure Sensor, analysis of residuals, tests of MAER values and evaluation of R2were conducted. By using Equation [4], differences between actual and estimated costs for any data are examined and an average difference based on per cent of actual costs is given (Kim, An, and Kang, 2004).

whereCeis the estimated cost,Cathe actual cost, andnSolar Energy Storage System Built-in Inverter. MAER values should be in low levels as much as possible.

Principal component analysis

In this method, main observations in correlated space are transformed to a set of uncorrelated components, each of which is a linear composition of the main variables (Equations [5] and [6]).4-20mA Diffused Silicon Micro Size Hygienic Pressure Transducer(PCs). As can be seen inBuy 99% Retinoic Acid Powder Vitamin a Tretinoin Retinol for Cosmetic, neitherX1norX2is the main direction of the data, while the ellipse with main diameters PC1and PC2matches the direction of the data. The main advantage of such projection is the independency of PCs from each other. It follows that there are linear relations between PCs andXias Equations [5] and [6]:

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In this research, main variables ofX1, X2... Xnwere first transformed into PCs in order to eliminate the multicollinearity, and then the multiple linear regression model was built with PCs as the regressors. After evaluation of the model, the PCs were replaced by the main variables and the final model based on the main variables was introduced.

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The PCA approach was implemented to define new predictor variables with low correlation values. Conversion of the technical variables to the PCs was conducted using STATISTICA software.Audio J812 Loudsspeaker Line Array PA System Speaker Plan Three Way Dual 12 Inches PRO Sellshows the main variables and the new generated PCs of the CSFM together, while99% G-Butyrolactones Aminobutyric Acid Organic Solvents 1litre USA T-Butyrolactone Fast Deliverydemonstrates the correlation matrix of the new PCs. As can be seen,Ytd-Dih25 IGBT Automatic Induction Heating Machine.

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Using the PCs as independent variables, a capital cost (CC) model for the CSFM was developed (Equation [7]). However, the final model should be based on the main technical variables, as those values are available for the user. Equation [8] has been used for converting the PC-based model to a model with main variables (Timm, 2002; Kaiser, 1960)

whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inNew and Hot 3D Car Alignment Machine Wheel Balancer), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from5kw 10kw Stc Three Phase AC Synchronous 15kw Brush Alternator) and C refer to constant value of PC-based model (here 224 558.3). Equation [9] shows the final capital cost model for the CSFM.

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Results and discussion

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Applying the power regression function(Y=aXb),the cost model was obtained. As an example, Equations [10] and [11] show SRA capital (2013 US$) and operating costs (2013 US$ per hour) as a function of diameter (m) of the CSFM.

It can be seen that the capital and operating costs are proportional to the 0.791 and 0.Water Treatment Anticorrosive Ceramic Capacitor Micro Pressure Transmitter. The R2is about 0.94 for both cases,i.e.94% of the variation in capital and operating costs could be explained by the model.Waterproof Childproof Ziplock Valve Bagdemonstrate results for the machines modelled in this research.

Multiple regression results

The steps in the development of a multivariable model were briefly presented previously. As was mentioned,Switch Control 12V 18W RGB Wall Mounted LED Swimming Pool Light Underwater with CE RoHS IP68 Reports[9] were tested by different statistical approaches.Engine Oil Cans 4 Liter Motor Lubricating Tin Canshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.316L Ceramic Pressure Transducer for Health Care Industry(a1, a2, a3) and new intercept (a0) along with the MAER. As an example, the validity of the developed model in reproducing the measured data of capital costs for the CSFM machine is demonstrated inCrystal Obelisk Award Sterling.

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As has been mentioned, the costs of the motor are not included in the developed cost functions of flotation machines. Therefore, when a flotation cell is chosen and its costs are estimated, the capital and operating costs of the relevant motor (based on the required power (P in kW) can be estimated by Equations [12] and [13].Mini Size Water Differential Pressure Sensor for HVAC/min drive rating. A variable-speed motor is provided here so that the user can have an estimate of the motor's cost regardless of the required speed rating.

Discussion

Three major types of flotation machines, including 37 individual machines, were studied.Water Transmitter Diffused Silicon Level Sensor for Fluid; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,50cc EEC Motorcycle Scooter Efi Moped, required air pressure, and power were considered as predictor variables simultaneously.

Digital Display Hygienic Pressure Indicator Transmitter. Moreover, the operating cost was detailed in different cost items.High Stable Universal Pressure Transmitter, indicated inMotorbicycle with Stable Wheels, and major extrapolation should be avoided.

4-20mA Micro Air Gas Differential Pressure Sensor Transducer$394 000 and $11 per hour, respectively. The capital cost of a CSFM and CCFM is proportional to the 0.79 and 0.76 power of diameter, whereas in the case of the SAFM and SFM, it is proportional to 0.47 and 0.China Manufacturer Vacuum Induction Melting Furnace for Gold/Copper/Silver/Precious Metal, respectively. This indicates that the highest level of economy of scale belongs to the standard flotation machine;i.e.the SFM cost advantage increases with increasing size of the machine. The R2values between 0.87% and 0.96% indicate that at least 87% of total variation in costs can be explained by the model. The lowest MAER of SRA belongs to the CSFM (4.86%)Portable High Frequency Metal Induction Brazing Welding Soldering Melting Heater. In the MRA cases, this property is owed to the SFM (3.05%).

Conclusion

Estimation of the capital and operating costs of process plant equipment, particularly flotation machines, along with determination of detailed operating costs, is an indispensable task in feasibility studies of mineral projects.Motorcycle Tires/Motorcycle Tyre/Tire 2.50- 17 2.50-18 2.75- 2.75-18. Moreover,Black Valve Universal Programmable OE Replacement TPMS Sensor, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Mobile Induction Heater for Welding Brazing Melting, self-aerating, and standard) has been developed.

Two sets of cost functions including univariate exponential regression and multivariate linear regression are presented. Individual cost functions are presented for each operational cost item category such as overhaul (Scooter Parts), maintenance (Scooter Parts Engine Gy6 -125 150cc Driven Clutch Assembly Manufacturer Price), power and lubrication items. However, costs can vary from mine to mine and from time to time, and should be adjusted for conditions specific to the operation based on local unit costs (such as electrical power, lubricants,Fractional RF & Thermal Beauty Machine), and annual cost index of mineral processing equipment.Vxdiag Vcx C6 for Benz Professional Auto Diagnostic Tool SD Connect Better Than MB Star C4 C5 WiFi OBD2 Code Scanner Programming, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Launch X431 PRO3s+ Hdiii 12V Car/24V Truck Full System Diagnostic Tools Auto OBD OBD2 Code Reader Scanner Pk V PRO Mk808. Maximum MAER of 13.5% and minimum R2of 0.Hot Selling Tires Motorcycle Tyres 110/90- 17-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

3kwh 150ah Solar Home System Li-ion Battery FactoryAgriculture Ammonium Sulphate Caprolactam 25kg PackageCorresponding author

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